Generative AI: From Start to Surrender

Optimal Transport Flow

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Home
Introduction
Generation Theory
Energy Based Models
VAE
GANs
Diffusion Models
Flow Matching
Hybrid SOTA Models
Application

Generative AI: From Start to Surrender

Home
Introduction
Introduction
Generation Theory
Generation Theory
Energy Based Models
Energy Based Models
VAE
VAE
- Introduction
- VA-VAE
GANs
GANs
- From GAN to StyleGAN
- StyleGAN Variants
  StyleGAN Variants
- R3GAN
- VQ-GAN
Diffusion Models
Diffusion Models
- Discrete Diffusion
  Discrete Diffusion
- SDE Diffusion
  SDE Diffusion
- Diffusion Network
  Diffusion Network
  - DiT
- Diffusion Solver
  Diffusion Solver
  - DPM Solver
- Conditional Diffusion
  Conditional Diffusion
  - ControlNet
  - SDE Diffusion Guidance
Flow Matching
Flow Matching
Hybrid SOTA Models
Hybrid SOTA Models
- Hybrid Methods
- Closed Models
- Open Models
  Open Models
  - Dalle Series
  - Stable Diffusion Series
    Stable Diffusion Series
    
    Overview
    
    Stable Diffusion XL
    
    Stable Diffusion 3
    
    Stable Diffusion 3.5
  - Flux.1
- Future Trends
Application
Application
- Anomaly Detection
  Anomaly Detection
  - Diffusion Anomaly Detection
- Deepfake Detection
  Deepfake Detection

Optimal Transport Flow

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Affine Conditional Flow

Comparison with Diffusion Flow ODE